{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Linear Models for Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import multivariate_normal\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from prml.preprocess import GaussianFeature, PolynomialFeature, SigmoidalFeature\n",
    "from prml.linear import (\n",
    "    BayesianRegression,\n",
    "    EmpiricalBayesRegression,\n",
    "    LinearRegression,\n",
    "    RidgeRegression\n",
    ")\n",
    "\n",
    "np.random.seed(1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_toy_data(func, sample_size, std, domain=[0, 1]):\n",
    "    x = np.linspace(domain[0], domain[1], sample_size)\n",
    "    np.random.shuffle(x)\n",
    "    t = func(x) + np.random.normal(scale=std, size=x.shape)\n",
    "    return x, t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Linear Basis Function Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-1, 1, 100)\n",
    "X_polynomial = PolynomialFeature(11).transform(x[:, None])\n",
    "X_gaussian = GaussianFeature(np.linspace(-1, 1, 11), 0.1).transform(x)\n",
    "X_sigmoidal = SigmoidalFeature(np.linspace(-1, 1, 11), 10).transform(x)\n",
    "\n",
    "plt.figure(figsize=(20, 5))\n",
    "for i, X in enumerate([X_polynomial, X_gaussian, X_sigmoidal]):\n",
    "    plt.subplot(1, 3, i + 1)\n",
    "    for j in range(12):\n",
    "        plt.plot(x, X[:, j])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1.1 Maximum likelihood and least squares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sinusoidal(x):\n",
    "    return np.sin(2 * np.pi * x)\n",
    "\n",
    "x_train, y_train = create_toy_data(sinusoidal, 10, 0.25)\n",
    "x_test = np.linspace(0, 1, 100)\n",
    "y_test = sinusoidal(x_test)\n",
    "\n",
    "# Pick one of the three features below\n",
    "# feature = PolynomialFeature(8)\n",
    "feature = GaussianFeature(np.linspace(0, 1, 8), 0.1)\n",
    "# feature = SigmoidalFeature(np.linspace(0, 1, 8), 10)\n",
    "\n",
    "X_train = feature.transform(x_train)\n",
    "X_test = feature.transform(x_test)\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "y, y_std = model.predict(X_test, return_std=True)\n",
    "\n",
    "plt.scatter(x_train, y_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
    "plt.plot(x_test, y_test, label=\"$\\sin(2\\pi x)$\")\n",
    "plt.plot(x_test, y, label=\"prediction\")\n",
    "plt.fill_between(\n",
    "    x_test, y - y_std, y + y_std,\n",
    "    color=\"orange\", alpha=0.5, label=\"std.\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1.4 Regularized least squares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RidgeRegression(alpha=1e-3)\n",
    "model.fit(X_train, y_train)\n",
    "y = model.predict(X_test)\n",
    "\n",
    "plt.scatter(x_train, y_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
    "plt.plot(x_test, y_test, label=\"$\\sin(2\\pi x)$\")\n",
    "plt.plot(x_test, y, label=\"prediction\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 The Bias-Variance Decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# feature = PolynomialFeature(24)\n",
    "feature = GaussianFeature(np.linspace(0, 1, 24), 0.1)\n",
    "# feature = SigmoidalFeature(np.linspace(0, 1, 24), 10)\n",
    "\n",
    "for a in [1e2, 1., 1e-9]:\n",
    "    y_list = []\n",
    "    plt.figure(figsize=(20, 5))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    for i in range(100):\n",
    "        x_train, y_train = create_toy_data(sinusoidal, 25, 0.25)\n",
    "        X_train = feature.transform(x_train)\n",
    "        X_test = feature.transform(x_test)\n",
    "        model = BayesianRegression(alpha=a, beta=1.)\n",
    "        model.fit(X_train, y_train)\n",
    "        y = model.predict(X_test)\n",
    "        y_list.append(y)\n",
    "        if i < 20:\n",
    "            plt.plot(x_test, y, c=\"orange\")\n",
    "    plt.ylim(-1.5, 1.5)\n",
    "    \n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.plot(x_test, y_test)\n",
    "    plt.plot(x_test, np.asarray(y_list).mean(axis=0))\n",
    "    plt.ylim(-1.5, 1.5)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 Bayesian Linear Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.1 Parameter distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def linear(x):\n",
    "    return -0.3 + 0.5 * x\n",
    "\n",
    "\n",
    "x_train, y_train = create_toy_data(linear, 20, 0.1, [-1, 1])\n",
    "x = np.linspace(-1, 1, 100)\n",
    "w0, w1 = np.meshgrid(\n",
    "    np.linspace(-1, 1, 100),\n",
    "    np.linspace(-1, 1, 100))\n",
    "w = np.array([w0, w1]).transpose(1, 2, 0)\n",
    "\n",
    "feature = PolynomialFeature(degree=1)\n",
    "X_train = feature.transform(x_train)\n",
    "X = feature.transform(x)\n",
    "model = BayesianRegression(alpha=1., beta=100.)\n",
    "\n",
    "for begin, end in [[0, 0], [0, 1], [1, 2], [2, 3], [3, 20]]:\n",
    "    model.fit(X_train[begin: end], y_train[begin: end])\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.scatter(-0.3, 0.5, s=200, marker=\"x\")\n",
    "    plt.contour(w0, w1, multivariate_normal.pdf(w, mean=model.w_mean, cov=model.w_cov))\n",
    "    plt.gca().set_aspect('equal')\n",
    "    plt.xlabel(\"$w_0$\")\n",
    "    plt.ylabel(\"$w_1$\")\n",
    "    plt.title(\"prior/posterior\")\n",
    "\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.scatter(x_train[:end], y_train[:end], s=100, facecolor=\"none\", edgecolor=\"steelblue\", lw=1)\n",
    "    plt.plot(x, model.predict(X, sample_size=6), c=\"orange\")\n",
    "    plt.xlim(-1, 1)\n",
    "    plt.ylim(-1, 1)\n",
    "    plt.gca().set_aspect('equal', adjustable='box')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.2 Predictive distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_train, y_train = create_toy_data(sinusoidal, 25, 0.25)\n",
    "x_test = np.linspace(0, 1, 100)\n",
    "y_test = sinusoidal(x_test)\n",
    "\n",
    "feature = GaussianFeature(np.linspace(0, 1, 9), 0.1)\n",
    "X_train = feature.transform(x_train)\n",
    "X_test = feature.transform(x_test)\n",
    "\n",
    "model = BayesianRegression(alpha=1e-3, beta=2.)\n",
    "\n",
    "for begin, end in [[0, 1], [1, 2], [2, 4], [4, 8], [8, 25]]:\n",
    "    model.fit(X_train[begin: end], y_train[begin: end])\n",
    "    y, y_std = model.predict(X_test, return_std=True)\n",
    "    plt.scatter(x_train[:end], y_train[:end], s=100, facecolor=\"none\", edgecolor=\"steelblue\", lw=2)\n",
    "    plt.plot(x_test, y_test)\n",
    "    plt.plot(x_test, y)\n",
    "    plt.fill_between(x_test, y - y_std, y + y_std, color=\"orange\", alpha=0.5)\n",
    "    plt.xlim(0, 1)\n",
    "    plt.ylim(-2, 2)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 The Evidence Approximation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def cubic(x):\n",
    "    return x * (x - 5) * (x + 5)\n",
    "\n",
    "x_train, y_train = create_toy_data(cubic, 30, 10, [-5, 5])\n",
    "x_test = np.linspace(-5, 5, 100)\n",
    "evidences = []\n",
    "models = []\n",
    "for i in range(8):\n",
    "    feature = PolynomialFeature(degree=i)\n",
    "    X_train = feature.transform(x_train)\n",
    "    model = EmpiricalBayesRegression(alpha=100., beta=100.)\n",
    "    model.fit(X_train, y_train, max_iter=100)\n",
    "    evidences.append(model.log_evidence(X_train, y_train))\n",
    "    models.append(model)\n",
    "\n",
    "degree = np.nanargmax(evidences)\n",
    "regression = models[degree]\n",
    "\n",
    "X_test = PolynomialFeature(degree=int(degree)).transform(x_test)\n",
    "y, y_std = regression.predict(X_test, return_std=True)\n",
    "\n",
    "plt.scatter(x_train, y_train, s=50, facecolor=\"none\", edgecolor=\"steelblue\", label=\"observation\")\n",
    "plt.plot(x_test, cubic(x_test), label=\"x(x-5)(x+5)\")\n",
    "plt.plot(x_test, y, label=\"prediction\")\n",
    "plt.fill_between(x_test, y - y_std, y + y_std, alpha=0.5, label=\"std\", color=\"orange\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(evidences)\n",
    "plt.title(\"Model evidence\")\n",
    "plt.xlabel(\"degree\")\n",
    "plt.ylabel(\"log evidence\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
